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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Tavily Search

1

MCP (Model Context Protocol) Server. Integrates with Tavily search API to enable natural language web queries for retrieving up-to-date, contextual information from across the internet.

1 tool

Stardog

1

Provide trusted, contextual answers to both humans and agents using your enterprise knowledge graph with Stardog's Semantic AI Platform.

3 tools

ZettelkastenSpace

1

An AI-enhanced knowledge management system based on the Zettelkasten method, providing Claude Desktop with deep context and semantic understanding of a user's personal note network via MCP.

html2md-mcp

1

MCP server for converting HTML to Markdown with browser support and authentication. Reduces HTML size by 90-95% using trafilatura and BeautifulSoup4, with Playwright integration for JavaScript-rendered content.

1 tool

Pure Storage FlashBlade

1

MCP (Model Context Protocol) Server. Integrates with Pure Storage FlashBlade arrays to enable real-time monitoring, troubleshooting, and resource management.

1 tool

ProtonMail Bridge

1

A secure Model Context Protocol server that connects to Proton Bridge, allowing AI assistants to read, search, and send encrypted emails via ProtonMail.

5 tools

JSON to Excel by WTSolutions

1

Converting JSON into CSV format string from (1) JSON data, (2) URLs pointing to publiclly available .json files.

2 tools

Onyx MCP Sandbox

1

A secure MCP server that executes code in isolated Docker sandboxes. Supports Python, Java, C, C++, JavaScript, and Rust. Provides the `run_code` tool, enforces CPU/memory limits, includes comprehensive tests, and detailed setup instructions.

1 tool

Oracle

Validated
1

- Oracle Database integration in NodeJS with configurable access controls, query explain, stats and schema inspection

3 tools

Symbol Blockchain

1

MCP (Model Context Protocol) Server. Enables interaction with the Symbol blockchain for querying account information, transaction data, and block details through automatically generated tools from the Symbol OpenAPI specification.

SSH MCP Server

1

A production-ready Model Context Protocol server for SSH automation with background execution, file transfers, and comprehensive timeout protection. Features structured output, progress tracking, and enterprise-grade testing (87% coverage).

6 tools

@remem/mcp-server

Validated
1

Remem is a local-first activity logger and personal memory assistant that captures daily work activities in SQLite, generates structured reports, and enables long-term reflection.

6 tools

Search MCP Server

1

Recommends the most relevant MCP servers based on the client's query by searching this README file.

2 tools

TPC Server

1

MCP (Model Context Protocol) Server. TPC Server enables AI agents to document their reasoning processes, strategies, and actions through a structured system of Thoughts, Plans, and Changes, providing traceable operation history and transparent decision-making.

FiftyOne MCP Server

1

Enables AI assistants to explore computer vision datasets and execute over 80 built-in operators using the FiftyOne framework via MCP tools.

Python Sandbox

1

A secure, containerized Python execution environment designed for data science and machine learning, featuring automatic persistence for matplotlib figures and integration with LM Studio.

Infura

1

A comprehensive MCP server providing natural language access to Ethereum and Polygon blockchain data via Infura APIs, supporting extensive read-only queries and raw transaction broadcasting.

35 tools

google-ai-search-mcp

1

A Model Context Protocol server that bridges Google AI (Vertex AI and Gemini) with real-time web search and documentation analysis, providing specialized tools for technical information retrieval, code analysis, and architectural guidance.

7 tools

Realtime Crypto (CoinCap)

1

A cryptocurrency data MCP server that provides real-time exchange details and currency rates via the CoinCap API, featuring built-in rate limiting and retries.

2 tools

Jekyll Blog

1

A tool for indexing and interacting with Jekyll blog content, allowing AI assistants to search posts, retrieve content, and perform duplicate detection across Markdown and AsciiDoc files.

5 tools

Multichat

1

MCP (Model Context Protocol) Server. Enables parallel communication with multiple unichat-based servers, allowing users to query different language models simultaneously and compare their responses through organized message routing and storage.

Academic Author Network

1

MCP (Model Context Protocol) Server. Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency counts and extract research keywords from scholar profiles for academic network analysis and collaboration mapping.

Coin Daemon (Zcash)

1

MCP (Model Context Protocol) Server. Integrates with cryptocurrency daemon RPC interfaces to enable secure querying and management of blockchain networks, with initial support for Zcash.

6 tools

SHARP 3D Gaussian Splat Generator

1

An MCP server that utilizes Apple's SHARP model to convert single 2D images into interactive 3D Gaussian Splats with real-time rendering and low latency.

5 tools

Sanity.io

1

MCP (Model Context Protocol) Server. Integrates with Sanity.io to provide tools for creating, listing, and publishing draft posts, streamlining content management workflows for websites and applications.

4 tools

Perplexity Insight

1

MCP (Model Context Protocol) Server. Integrates with Perplexity AI to enable real-time question answering and web search capabilities through customizable tools for direct questions and web queries across multiple Perplexity models.

2 tools

Archai Hexagonal Architecture Analyzer

1

MCP (Model Context Protocol) Server. Enforces hexagonal architecture principles in Java applications through static code analysis that validates architectural rules including dependency limitations, domain isolation, naming conventions, and proper email handling.

Sefaria Jewish Library

1

MCP (Model Context Protocol) Server. Integrates with Sefaria.org API to provide access to Hebrew and English Jewish texts, weekly Torah portions, and associated commentaries for religious study and scholarly research.

2 tools

Browser Use

1

MCP (Model Context Protocol) Server. Enables AI assistants to navigate websites, extract content, and automate browser tasks through asynchronous execution with detailed progress tracking and flexible deployment options.

2 tools

MCP Server for Binge-watch

1

A Model Context Protocol server for managing and interacting with Binge-watch, MoonTV, and LunaTV video-on-demand services.